Position: Age Estimation Models Do Not Process Biometric Data
When a neural network estimates someone's age from a photograph, does it process biometric data? The answer depends on whether identity-discriminative representations arise within the network during inference, a question that may seem trivial to ML researchers but triggers consent requirements under GDPR, statutory damages under BIPA, or high-risk AI classification under the EU AI Act. Yet no regulatory guidance addresses it. This position paper provides empirical evidence: 14 models evaluated across 3 face verification benchmarks show age estimators fall orders of magnitude short of identification thresholds. Age estimation models cannot identify individuals. We call on researchers to pr...
| Authors | Nikita Marshalkin |
|---|---|
| Primary category | cs.CY |
| Published | 17 May 2026 |
| Last updated at source | 17 May 2026 |
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